This dataset is about the training dataset used in the power tower deep learning model development. The training dataset includes the Mapbox imagery tiles and the power tower labels. The geographic coordinates and pixel coordinates of the power tower on the imagery have been incorporated in the dataset. This training dataset covers areas in Liberia, India, Yemen, Domincan Republic and Bangladesh.